{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get started\n",
    "In this tutorial we investigate how to solve single-phase flow in PorePy using a two-point flux approximation.<br>\n",
    "Let is $\\Omega$ a regular domain with boundary $\\partial \\Omega$. The boundary can be divided in two non-overlapping parts useful to impose Dirichlet ($\\partial \\Omega_d$) and Neumann ($\\partial \\Omega_n$) boundary conditions. We indicate with $\\mathbf{n}$ the outward unit normal vector of $\\partial \\Omega$.<br>\n",
    "The single-phase flow can be written as\n",
    "$$ - \\nabla \\cdot K \\nabla p = f $$\n",
    "with boundary conditions on $\\partial \\Omega_d$ and $\\partial \\Omega_n$:\n",
    "$$ p = p_b \\qquad - K \\nabla p \\cdot \\mathbf{n} = u_b$$\n",
    "\n",
    "Where $f$ is a scalar source/sink term, $K$ is the permeability matrix, $p_b$ is the pressure at the boundary (Dirichlet condition), and $u_p$ is the flux at the boundary (Neumann condition).<br>\n",
    "\n",
    "We present *step-by-step* how to create the grid, declare the problem data, and finally solve the problem. <br><br>\n",
    "\n",
    "For the example we assume: $\\Omega = [0, 1]^2$, $\\partial \\Omega_d = \\partial \\Omega$, $\\partial \\Omega_n = \\emptyset$, with data: $f = 1$, $K = I$, and $p_b = 0$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import modules\n",
    "Before creating the grid we need access to the following PorePy modules and classes:\n",
    "* `plot_grid` plots the grid and the solution using Matplotlib;\n",
    "* `tensor` is used to declare the permeability;\n",
    "* `BoundaryCondition` handles the information useful for the boundary conditions.\n",
    "* `Parameters` contains the physical data for the problem.\n",
    "\n",
    "They are all accessed through the `import porepy as pp` statement. We also use the standard python libraries `numpy` and `scipy.sparse`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy.sparse as sps\n",
    "import porepy as pp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creation of the grid\n",
    "We create a Cartesian grid and compute its geometry."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "format": "row"
   },
   "outputs": [],
   "source": [
    "Nx = Ny = 10                                         \n",
    "g = pp.CartGrid([Nx, Ny], [1, 1])\n",
    "g.compute_geometry()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Represent the grid with additional information: \n",
    "* `info='c'` represents cell information, center and id\n",
    "* `info='f'` represents face information, center and id\n",
    "* `info='n'` represents node information, position and id\n",
    "* `info='o'` represents normal information\n",
    "\n",
    "A combination of the options is possible, the order is not important. <br>\n",
    "\n",
    "**Note**: The `info='all'` is equivalent to `info='cfno'`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/eke001/anaconda3/envs/pp/lib/python3.6/site-packages/mpl_toolkits/mplot3d/axes3d.py:753: UserWarning: Attempting to set identical bottom==top results\n",
      "in singular transformations; automatically expanding.\n",
      "bottom=0.0, top=0.0\n",
      "  'bottom=%s, top=%s') % (bottom, top))\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pp.plot_grid(g, info=\"all\", alpha=0, figsize=(15, 12))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem data\n",
    "All the data in PorePy are piecewise constant in their respective domain (cells or faces).<br>\n",
    "The simplest way to create an identity tensor is:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "perm = pp.SecondOrderTensor(np.ones(g.num_cells))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "However, the test case has an heterogeneous permeability tensor $K$ and a constant scalar source term $f$. They can be declared as"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "Omega_1 = g.cell_centers[0, :] < 0.5\n",
    "\n",
    "kxx, kyy, kxy = 1e2*np.ones(g.num_cells), np.ones(g.num_cells), 8*np.ones(g.num_cells)\n",
    "kxx[Omega_1] = np.ones(np.sum(Omega_1))\n",
    "kyy[Omega_1] = 1e2*np.ones(np.sum(Omega_1))\n",
    "perm = pp.SecondOrderTensor(kxx=kxx, kyy=kyy, kxy=kxy)                              \n",
    "f = g.cell_volumes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To impose the boundary conditions we need to create an object of class `BoundaryCondition`. Apart from the grid, it needs the list of the boundary faces and a flag indicating the type of boundary condition:\n",
    "* `'dir'` for Dirichlet\n",
    "* `'neu'` for Neumann\n",
    "\n",
    "The value of the boundary conditions is stored in a vector of lenght `g.num_faces`.<br>\n",
    "**Note**: The list of face ids needs to be sorted.<br>\n",
    "**Note**: In the case of mixed boundary conditions only one object is required, the flags need to be ordered according to the second argument of the constructor of `BoundaryCondition`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "b_faces = g.tags['domain_boundary_faces'].nonzero()[0]\n",
    "\n",
    "labels = np.array(['dir']*b_faces.size)\n",
    "labels[g.face_centers[1, b_faces] == 1.] = 'neu'\n",
    "\n",
    "bc = pp.BoundaryCondition(g, b_faces, labels)\n",
    "\n",
    "bc_val = np.zeros(g.num_faces)\n",
    "bottom = b_faces[g.face_centers[1, b_faces] == 0.]\n",
    "bc_val[bottom] = np.ones(bottom.size)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once all the data are created we use the data class to group them. Since we solve a flow problem, we use `'flow'` as key for the problem physics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "specified_parameters = {\"second_order_tensor\": perm, \"source\": f, \"bc\": bc, \"bc_values\": bc_val}\n",
    "data = pp.initialize_default_data(g, {}, \"flow\", specified_parameters)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Problem solution\n",
    "PorePy implements a common interface for all numerical schemes: it returns the matrix and the right-hand side given the grid and problem data. <br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "solver = pp.Tpfa(\"flow\")\n",
    "solver.discretize(g, data)\n",
    "A, b = solver.assemble_matrix_rhs(g, data)\n",
    "p = sps.linalg.spsolve(A, b)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`plot_grid` is able to represent piecewise constant solutions, scalar and vector fields."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pp.plot_grid(g, p, figsize=(15, 12))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Consistency test with a known solution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "assert np.isclose(pp.error.norm_L2(g, p), 0.6041807238769925)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
